Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "71" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 213 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 208 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 12.97% | 100.00% | 0.00% | 100.00% | 0.00% | 1.378939 | 11.722821 | 0.372146 | 81.897449 | 16.515160 | 27.272175 | 9.815520 | 30.873551 | 0.5563 | 0.0776 | 0.2608 | 7.552645 | 1.229848 |
| 2459593 | RF_maintenance | 100.00% | 51.38% | 100.00% | 0.00% | 100.00% | 0.00% | 7.336283 | 19.146878 | 0.662524 | 86.572841 | 11.624808 | 37.867260 | 6.693688 | 11.573720 | 0.4827 | 0.0682 | 0.2337 | 4.584119 | 1.218828 |
| 2459592 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.287071 | 1.378692 | -0.672283 | 8.015771 | 0.433089 | 1.491677 | 1.687949 | 0.310718 | 0.0354 | 0.0330 | 0.0072 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 91.35% | 100.00% | 0.00% | 100.00% | 0.00% | 39.312773 | 21.760810 | 7.852676 | 100.623600 | 12.201321 | 32.479000 | 4.965328 | 2.170666 | 0.3188 | 0.0509 | 0.1265 | 9.969322 | 1.234200 |
| 2459590 | RF_maintenance | 100.00% | 97.30% | 100.00% | 0.00% | 100.00% | 0.00% | 26.497523 | 25.334703 | 3.690907 | 93.743379 | 15.173037 | 34.974526 | 5.010269 | 3.905712 | 0.3078 | 0.0574 | 0.0970 | 4.221945 | 1.245837 |
| 2459589 | RF_maintenance | 100.00% | 56.73% | 100.00% | 0.00% | 100.00% | 0.00% | 4.384154 | 23.049977 | -0.200154 | 86.880233 | 7.051587 | 22.068016 | 5.449882 | 16.967532 | 0.4520 | 0.0751 | 0.1752 | 3.844819 | 1.215580 |
| 2459588 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 194.373067 | 223.882253 | inf | inf | 27.128322 | 26.913538 | 77.138415 | 17.974200 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 9.793991 | 22.937823 | 3.228911 | 135.735987 | -23.333991 | -23.858603 | -4.675000 | -4.393628 | nan | nan | nan | 3.516702 | 1.146800 |
| 2459586 | RF_maintenance | 100.00% | 77.84% | 100.00% | 0.00% | 100.00% | 0.00% | 11.422477 | 20.523360 | -0.162956 | 32.658232 | 9.704209 | 11.501380 | 0.959296 | 6.564874 | 0.3408 | 0.0566 | 0.1175 | 6.142557 | 1.246359 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | -0.597424 | 25.451239 | -1.167380 | 11.197068 | -0.892083 | 10.169081 | 1.242195 | 4.741655 | 0.0452 | 0.0344 | 0.0042 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 100.00% | 89.80% | 100.00% | 0.00% | 100.00% | 0.00% | 53.636082 | 26.185032 | 8.660800 | 116.219287 | 13.207510 | 18.749041 | 27.147220 | 32.719770 | 0.3028 | 0.0435 | 0.0970 | 2.362369 | 0.954143 |
| 2459583 | RF_maintenance | 100.00% | 89.14% | 100.00% | 0.00% | 100.00% | 0.00% | 41.782555 | 19.473466 | 2.076171 | 36.043644 | 4.619789 | 23.447923 | 0.947878 | 0.219426 | 0.3368 | 0.0514 | 0.1226 | 9.351891 | 1.183092 |
| 2459582 | RF_maintenance | 100.00% | 88.65% | 100.00% | 0.00% | 100.00% | 0.00% | 35.767078 | 16.803595 | 1.759398 | 32.746671 | 7.558176 | 28.420366 | 0.781667 | 0.343983 | 0.3144 | 0.0437 | 0.1264 | 12.579096 | 1.179137 |
| 2459581 | RF_maintenance | 100.00% | 88.65% | 100.00% | 0.00% | 100.00% | 0.00% | 49.416481 | 23.309760 | 1.885354 | 36.946487 | 9.747974 | 22.951372 | 26.393737 | 0.364153 | 0.3345 | 0.0527 | 0.1020 | 5.238741 | 1.213385 |
| 2459580 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | -0.110069 | 1.724199 | -0.505883 | 3.007688 | 0.549826 | 0.478090 | 2.639501 | 1.461547 | 0.0360 | 0.0365 | 0.0083 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 95.24% | 100.00% | 0.00% | 100.00% | 0.00% | 6.019343 | 22.619205 | 0.030350 | 34.555098 | 3.308030 | 24.862870 | 0.384119 | 0.375362 | 0.3148 | 0.0509 | 0.0731 | 2.885035 | 1.211779 |
| 2459576 | RF_maintenance | 100.00% | 91.84% | 100.00% | 0.00% | 100.00% | 0.00% | 0.725793 | 17.393104 | 0.050293 | 27.705956 | 2.727400 | 22.003993 | 0.839498 | 1.041000 | 0.3257 | 0.0544 | 0.0591 | 4.676141 | 1.268380 |
| 2459575 | RF_maintenance | 100.00% | 45.92% | 100.00% | 0.00% | 100.00% | 0.00% | 8.029280 | 18.456001 | 0.111547 | 27.519095 | 5.465696 | 17.054124 | 2.952602 | 6.040079 | 0.4350 | 0.0661 | 0.1659 | 3.488611 | 1.196501 |
| 2459574 | RF_maintenance | 100.00% | 83.33% | 100.00% | 0.00% | 100.00% | 0.00% | 1.632199 | 16.406255 | -0.056595 | 26.329399 | 2.683900 | 24.311538 | -0.093254 | 0.648443 | 0.3286 | 0.0500 | 0.0613 | 3.401470 | 1.205053 |
| 2459573 | RF_maintenance | 100.00% | 84.91% | 100.00% | 0.00% | 100.00% | 0.00% | 32.648589 | 16.893020 | 2.226252 | 45.291770 | 6.479513 | 28.288474 | -0.405241 | 1.383965 | 0.3431 | 0.0485 | 0.0987 | 7.613669 | 0.824416 |
| 2459572 | RF_maintenance | 100.00% | 94.05% | 100.00% | 0.00% | 100.00% | 0.00% | 25.506483 | 17.012898 | 0.579620 | 26.487117 | 17.497801 | 17.989520 | 1.222141 | 2.501735 | 0.3277 | 0.0525 | 0.0818 | 11.085203 | 1.247497 |
| 2459571 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.165407 | 1.389781 | -0.332559 | 3.091250 | -0.752461 | 0.556586 | -0.486902 | 1.403117 | 0.0367 | 0.0381 | 0.0080 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 100.00% | 42.75% | 53.46% | 0.00% | 100.00% | 0.00% | 4.366973 | 1.578930 | -0.163116 | 3.058083 | 2.771978 | 95.955233 | 2.810030 | 13.753406 | 0.5530 | 0.4455 | 0.0981 | 6.037722 | 1.228782 |
| 2459566 | RF_maintenance | 100.00% | 87.03% | 0.00% | 0.00% | 100.00% | 0.00% | 17.206943 | 0.056080 | 0.557627 | 4.254126 | 17.572285 | 4.421214 | 4.450117 | 0.742316 | 0.3105 | 0.6298 | 0.2826 | 2.870283 | 3.049395 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | -1.185954 | -1.185954 | -1.077553 | -1.077553 | -0.891166 | -0.891166 | -0.958079 | -0.958079 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 84.44% | 0.00% | 0.00% | 100.00% | 0.00% | 11.645454 | 3.106000 | 0.679307 | 3.307221 | 1.832257 | 0.325131 | 1.579354 | -1.210313 | 0.3460 | 0.6252 | 0.2462 | 4.914416 | 2.714442 |
| 2459563 | RF_maintenance | 100.00% | 86.44% | 0.00% | 0.00% | 100.00% | 0.00% | 15.159610 | 7.181805 | 19.160525 | 25.033079 | 12.961780 | 16.421702 | 1.639475 | -1.465907 | 0.3264 | 0.6172 | 0.2537 | 6.224217 | 2.026718 |
| 2459562 | RF_maintenance | 100.00% | 84.91% | 0.00% | 0.00% | 100.00% | 0.00% | 11.205418 | 1.953474 | -0.251907 | 1.224425 | 0.874428 | 0.258640 | 0.535294 | -0.986483 | 0.3492 | 0.6274 | 0.2459 | 5.367073 | 2.817059 |
| 2459561 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 8.181968 | 2.649203 | 1.081195 | 1.690628 | 0.618355 | 0.639545 | -1.565920 | -1.971745 | 0.3489 | 0.3260 | -0.2109 | 4.916019 | 2.537194 |
| 2459560 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 7.427481 | 2.265004 | 0.675117 | 1.503065 | 0.539697 | 0.881980 | -1.194420 | -1.833334 | 0.3150 | 0.2911 | -0.2122 | 5.262072 | 2.448248 |
| 2459559 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 7.361394 | 2.962724 | 1.309494 | 2.008197 | 1.538670 | 1.243411 | -0.875986 | -1.567851 | 0.3416 | 0.3289 | -0.2075 | 2.902255 | 2.248930 |
| 2459558 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 10.369405 | 7.432246 | 12.264505 | 12.851745 | 13.932301 | 16.825406 | -0.912283 | -1.590795 | 0.3355 | 0.3137 | -0.2077 | 2.849199 | 2.402739 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0591 | 0.0677 | 0.0313 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 5.728993 | 8.027124 | 13.501602 | 13.380231 | 17.937870 | 15.468990 | -2.992922 | -2.221493 | 0.3112 | 0.3232 | -0.2574 | 2.423022 | 2.555839 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 100.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2840 | 0.2934 | -0.2811 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 100.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.2990 | 0.3057 | -0.2792 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 13.081431 | 8.917128 | 16.483771 | 18.439033 | 22.419647 | 23.294811 | 1.350967 | 0.094557 | 0.3467 | 0.3291 | -0.2077 | 0.000000 | 0.000000 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 8.061740 | 2.466171 | 0.997594 | 1.846219 | 0.957110 | 1.205685 | -1.425636 | -2.057119 | 0.3484 | 0.3255 | -0.1946 | 4.720169 | 2.342408 |
| 2459550 | RF_maintenance | - | 97.53% | 97.53% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0569 | 0.0525 | 0.0125 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 12.519705 | 7.289491 | 11.776825 | 13.514391 | 15.551858 | 16.225565 | -1.944110 | -2.384700 | 0.3457 | 0.3214 | -0.2033 | 3.485587 | 2.748578 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 9.369984 | 7.280111 | 25.256537 | 26.663871 | 1.297067 | 1.506166 | -0.643516 | -1.649507 | 0.4193 | 0.4065 | -0.2074 | 2.380212 | 2.214975 |
| 2459541 | RF_maintenance | 100.00% | 1.34% | 1.79% | 97.76% | 100.00% | 0.00% | 5.959409 | 6.300404 | 16.581626 | 15.844731 | 10.281307 | 13.008166 | 4.332282 | 4.417913 | 0.4144 | 0.4183 | -0.2273 | 2.298003 | 2.416803 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.00% | 97.32% | 100.00% | 0.00% | 11.384110 | 3.280018 | 2.511061 | 2.841216 | 1.954157 | 2.814980 | -0.312226 | -0.460856 | 0.4294 | 0.4153 | -0.1769 | 3.760686 | 2.325150 |
| 2459536 | RF_maintenance | 100.00% | 37.06% | 37.06% | 62.94% | 100.00% | 0.00% | 16.847349 | 11.585796 | 19.880332 | 22.060442 | 21.351556 | 22.762257 | -1.754820 | -3.162927 | 0.2548 | 0.2437 | -0.1324 | 4.478654 | 2.029218 |
| 2459535 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.031593 | 2.497978 | 2.024662 | 2.374089 | 0.471694 | 5.305269 | -0.941984 | 1.058817 | 0.0836 | 0.0776 | -0.0047 | 1.201170 | 1.202954 |
| 2459534 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.432375 | 2.032361 | 1.113830 | 1.502876 | 0.888256 | 2.091568 | -0.193606 | -0.982992 | 0.1019 | 0.0984 | -0.0045 | 1.164993 | 1.164975 |
| 2459533 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 14.091563 | 7.589901 | 12.449019 | 13.248219 | 13.181284 | 14.611811 | -1.824738 | -2.139875 | 0.0901 | 0.0955 | -0.0056 | 1.205107 | 1.205591 |
| 2459532 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 16.927081 | 8.911554 | 16.180482 | 17.039104 | 16.668785 | 18.440557 | -0.096398 | -1.971792 | 0.0907 | 0.0903 | -0.0074 | 1.077371 | 1.074841 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 7.834312 | 2.289326 | 0.942208 | 1.312633 | 1.127107 | 1.356848 | 0.601466 | -0.649128 | 0.1034 | 0.0995 | -0.0082 | 1.156142 | 1.157590 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 17.115511 | 8.315736 | 12.857829 | 13.855691 | 29.805433 | 22.098357 | -0.683611 | -1.369694 | 0.6958 | 0.6648 | -0.1942 | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 19.966430 | 9.567161 | 17.871285 | 20.126740 | 9.198219 | 25.274118 | -5.307838 | -5.239825 | nan | nan | nan | 7.694418 | 4.801036 |
| 2459522 | RF_maintenance | 100.00% | 0.00% | 0.00% | 100.00% | 100.00% | 0.00% | 10.429611 | 6.813571 | 16.633896 | 16.795160 | 5.071322 | 20.188847 | -1.890287 | -2.240943 | 0.4238 | 0.4124 | -0.1966 | 3.090718 | 2.932689 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | 5.465445 | 5.250571 | 10.151987 | 9.125050 | -1.383562 | 4.443389 | -0.177602 | -0.664122 | 0.0455 | 0.0400 | 0.0073 | nan | nan |
| 2459508 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 15.558453 | 8.565822 | 10.398726 | 10.803280 | 13.099817 | 9.644275 | 10.062501 | 13.089030 | 0.1048 | 0.1018 | -0.0036 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 82.521615 | 90.105604 | 112.028293 | 107.901186 | 112.123160 | 103.759753 | 781.549815 | 566.511769 | 0.0067 | 0.0068 | 0.0043 | 1.059834 | 1.063692 |
auto_metrics notebooks.¶htmls_to_display = []
for am_html in auto_metric_htmls:
html_to_display = ''
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
htmls_to_display.append(html_to_display)
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.
for i, html_to_display in enumerate(htmls_to_display):
if i == 100:
break
display(HTML(html_to_display))
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Discontinuties | 0.592186 | -0.233926 | -0.509865 | -0.393138 | -0.584642 | -0.934742 | -1.090799 | -0.620592 | 0.592186 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 6.298372 | 2.055105 | 2.140241 | 5.751570 | 4.598169 | 1.826666 | 6.298372 | -0.474017 | 2.627556 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 3.596115 | 0.581560 | 0.756157 | 1.035106 | 1.667624 | 3.596115 | 0.874407 | 2.323661 | -0.154294 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 3.481834 | 1.119959 | 1.639885 | 3.481834 | 2.633230 | 1.472699 | 2.144439 | -2.289937 | 1.928534 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 9.513967 | 2.363530 | 2.065361 | 4.278747 | 4.507924 | 9.513967 | 3.686993 | 3.620792 | -2.394925 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 1.864297 | 0.890600 | 0.275106 | 1.090434 | 0.842862 | 1.864297 | 0.065138 | 0.888723 | -1.117393 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 0.979605 | 0.021074 | 0.111105 | 0.979605 | 0.712990 | 0.224456 | 0.921911 | -0.843692 | 0.720153 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Temporal Discontinuties | 2.685275 | 1.061039 | 0.362154 | 0.374728 | 0.255227 | 2.592254 | 1.170343 | 1.688219 | 2.685275 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 1.697812 | 0.909652 | 0.290606 | 0.552573 | 0.159342 | 1.697812 | 0.508473 | -0.236095 | -1.090622 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 1.482752 | 0.573434 | 1.150405 | 0.399902 | 0.660708 | 1.032849 | 1.482752 | 0.147636 | 0.756161 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 7.048551 | 2.360018 | 0.919281 | 4.137602 | 4.665114 | 7.048551 | 5.541222 | 0.374445 | -0.614958 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Shape | 1.330175 | 1.330175 | 0.366672 | 0.226789 | 0.033579 | 0.928362 | 0.352898 | 0.390633 | -1.423400 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 2.235509 | 1.802966 | 0.610933 | 1.984184 | 1.879597 | 2.235509 | 1.240047 | 0.968562 | -1.618452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 4.580855 | 2.296410 | 2.834172 | 3.842813 | 4.580855 | 1.868810 | 0.765799 | 2.732547 | 0.569854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | Not Found | nn Power | 7.199521 | 5.826307 | 4.362021 | 7.199521 | 5.570037 | 2.665469 | 1.140254 | 0.985717 | 5.894966 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Shape | 1.609335 | 0.669721 | 1.609335 | -0.195781 | 0.198204 | 0.594331 | 0.817229 | -1.207107 | 0.357095 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Discontinuties | 6.111998 | 3.078258 | 3.672954 | 3.501543 | 5.038295 | 2.951610 | 2.941850 | 6.111998 | 3.069403 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 8.739349 | 1.851012 | 1.108574 | 6.620869 | 8.739349 | 7.083864 | 5.634545 | 2.311756 | -1.188059 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 6.973439 | 3.133924 | 4.466216 | 4.418230 | 6.973439 | 1.150294 | 0.951696 | 4.308505 | 0.990923 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 10.232537 | 8.157496 | 5.112964 | 10.232537 | 7.112463 | 1.933223 | 4.492425 | 1.932998 | 5.709867 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 9.461505 | 3.304784 | 4.232083 | 6.835561 | 9.461505 | 3.743984 | 3.749278 | 8.532183 | 2.770018 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 6.849056 | 4.042962 | 2.348514 | 6.470843 | 6.849056 | 4.678537 | 4.346619 | 3.709870 | -0.237414 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 1.347215 | -0.287213 | 0.516635 | 1.196254 | 1.044274 | 0.842816 | 1.347215 | -0.569273 | 0.702579 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 5.083382 | 3.460659 | 2.425758 | 5.083382 | 3.770168 | 0.782018 | 0.971660 | 1.402212 | 3.936627 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 5.071858 | 2.947231 | 2.158460 | 5.071858 | 3.893609 | 4.852005 | 3.111376 | 2.017137 | 4.081629 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Temporal Variability | 7.808260 | 3.396502 | 2.973645 | 5.011988 | 4.507175 | 7.808260 | 3.402947 | 2.185504 | 4.239567 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Temporal Variability | 13.399572 | 2.940904 | 4.389172 | 3.955883 | 5.173170 | 13.399572 | 3.444993 | 0.318059 | 1.603545 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 4.839123 | 2.027407 | 2.609625 | 4.032600 | 4.839123 | 3.248346 | 4.689624 | 3.691468 | 1.641316 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 5.337175 | 2.535606 | 1.315684 | 5.337175 | 3.488614 | -0.136457 | 1.257938 | 0.043255 | 1.985562 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Discontinuties | 4.621548 | 1.813273 | 1.004300 | 4.044488 | 2.780782 | 1.791851 | 3.047580 | 2.809057 | 4.621548 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Discontinuties | 5.477251 | 2.815432 | 2.027420 | 4.758606 | 3.416984 | 0.855638 | 2.256991 | 1.387022 | 5.477251 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 4.212036 | 2.097216 | 1.245995 | 4.212036 | 3.049877 | -0.073623 | 1.887095 | 0.459025 | 2.623943 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 6.014997 | 2.339333 | 1.145328 | 4.322127 | 6.014997 | 5.642029 | 4.713393 | 3.033851 | -0.465452 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 4.848170 | 0.997523 | 1.835793 | 3.352838 | 4.848170 | 0.877377 | 2.449589 | 0.828670 | -0.062991 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Discontinuties | 4.224010 | 2.134774 | 1.251225 | 4.143226 | 2.916984 | 0.187563 | 2.247836 | 1.279138 | 4.224010 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 5.221353 | 1.839384 | 2.922287 | 3.587390 | 5.221353 | 1.316568 | 3.920943 | 4.471005 | 1.354392 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 3.858804 | 1.882133 | 2.873467 | 2.503476 | 3.858804 | 2.590799 | 1.334661 | 3.689076 | 0.896615 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | ee Temporal Variability | 6.637272 | 2.022057 | 0.814222 | 4.980315 | 6.409433 | 6.637272 | 5.583647 | 2.185047 | -1.381312 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 5.071080 | 3.240936 | 1.925995 | 5.071080 | 3.281036 | 0.707338 | 3.361283 | 1.435887 | 3.945787 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 7.434309 | 2.240771 | 1.178100 | 7.434309 | 4.299062 | 6.371284 | 3.420337 | -0.892909 | 0.297405 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 2.497116 | 1.359475 | 0.636213 | 2.497116 | 1.429550 | -0.129972 | 1.315200 | -0.407565 | 0.487934 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | digital_ok | nn Power | 3.341261 | 1.585420 | 0.910434 | 3.341261 | 2.001927 | 3.278706 | 2.367448 | 0.028464 | 2.032047 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | nn Power | 6.573356 | 2.039372 | 1.083791 | 5.258474 | 6.573356 | 6.193718 | 5.857920 | 4.548163 | -1.560772 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | ee Shape | 1.286178 | 1.167807 | 1.286178 | -0.606249 | -0.335543 | -1.242887 | -1.304329 | -2.890633 | -3.553602 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | nn Power | 6.378117 | 3.242514 | 2.001978 | 6.378117 | 3.589237 | 0.774634 | 2.972781 | 1.053391 | 4.162188 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | nn Temporal Variability | 112.852267 | 2.837649 | 2.003300 | 8.195121 | 5.005258 | 112.852267 | 87.039266 | 40.367684 | 53.148883 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | nn Power | 5.939078 | 0.797937 | 1.321105 | 4.607330 | 5.939078 | 3.802187 | 5.753726 | 4.284176 | -1.394333 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | nn Temporal Variability | 6.216944 | 1.412810 | 0.699334 | 2.454265 | 1.770868 | 6.216944 | 3.346077 | -1.149129 | 2.669445 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | ee Temporal Discontinuties | 2712.834532 | 1382.342989 | 1382.342989 | 1250.044711 | 1250.044711 | 1018.039897 | 1018.039897 | 2712.834532 | 2712.834532 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | nn Temporal Discontinuties | 1993.457684 | 538.239373 | 538.239373 | 486.222938 | 486.222938 | 499.034854 | 499.034854 | 1993.457684 | 1993.457684 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | ee Temporal Discontinuties | 1490.684173 | 462.064955 | 462.064955 | 463.999866 | 463.999866 | 457.417049 | 457.417049 | 1490.684173 | 1490.684173 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | N04 | RF_maintenance | ee Power | 69.591415 | 2.461737 | 17.347867 | 6.267261 | 69.591415 | 7.455971 | 16.360800 | -1.939340 | 4.457832 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Power | 67.120086 | 10.851447 | 1.437707 | 67.120086 | 9.958695 | 27.284009 | 7.548390 | 24.342387 | 10.811021 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Power | 36.190765 | 10.742648 | 3.060437 | 36.190765 | 4.862553 | 17.143047 | 2.509502 | 14.363565 | 6.033470 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 69.243104 | -0.216826 | 22.464130 | 0.843518 | 69.243104 | 3.009046 | 7.856495 | 0.471955 | 7.379234 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 73.558436 | 1.091904 | 21.946934 | 0.671850 | 73.558436 | 3.218384 | 11.378919 | -0.509489 | 10.295597 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 50.440758 | -0.088345 | 25.861868 | 3.061540 | 50.440758 | nan | nan | -10.619603 | -10.340121 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 49.202117 | 20.649809 | -0.785438 | 49.202117 | -0.122936 | 9.481110 | 2.236690 | 0.405792 | -0.563586 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 48.113499 | 22.975940 | -0.472527 | 48.113499 | -0.364941 | 9.216477 | 4.167487 | 0.503720 | 0.228772 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 60.730634 | -0.532907 | 22.681140 | 0.381028 | 60.730634 | 1.618589 | 6.048444 | -1.052705 | 0.690249 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 72.679372 | 25.680728 | 16.656084 | 72.679372 | 68.624885 | 18.473992 | 17.072060 | 4.406632 | 3.429854 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 60.559669 | 15.370900 | 23.837221 | 57.284786 | 60.559669 | 23.744086 | 22.319221 | 2.948091 | 3.836239 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 62.893886 | 25.956895 | 16.743528 | 62.893886 | 59.336702 | 15.124315 | 15.673855 | 3.154904 | 2.530245 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 84.587362 | 19.699452 | 29.408600 | 80.524274 | 84.587362 | 30.147444 | 30.597176 | 4.433055 | 5.300190 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 62.866129 | 21.982906 | 14.535431 | 62.866129 | 59.203564 | 9.811817 | 10.728773 | 0.901152 | 0.726744 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 63.749590 | 28.363781 | 21.327382 | 63.749590 | 60.973147 | 36.849975 | 33.486795 | 11.199758 | 13.678785 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Power | 17.446599 | 12.004195 | 12.117907 | 11.924560 | 17.446599 | 1.200740 | 1.566961 | 5.740876 | 0.000143 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 86.286939 | 6.340455 | 25.949858 | 15.105162 | 86.286939 | 21.598177 | 31.427737 | 21.910417 | 26.830732 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 65.033321 | 6.515038 | 27.715014 | 14.550972 | 65.033321 | 7.797202 | 18.552404 | -5.460617 | 9.007725 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Shape | 3.090961 | 1.358013 | 3.090961 | -0.541338 | 1.321089 | -0.788907 | -0.787619 | 0.374140 | 0.341727 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 125.814329 | 31.809508 | 0.112317 | 125.814329 | -0.942888 | 54.137531 | 5.212994 | 7.751531 | 0.217060 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Shape | 12.663808 | -1.112526 | 12.663808 | -0.715795 | 9.866996 | 4.770927 | 1.441081 | 0.397856 | 5.986715 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 96.312506 | 26.947332 | 13.745279 | 96.312506 | 1.820979 | 28.520343 | 8.778392 | 14.241041 | 7.106142 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 86.055781 | 22.353839 | 21.475157 | 3.881787 | 86.055781 | 21.067138 | 31.822035 | 5.561369 | 5.319932 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 72.159359 | 24.753984 | 26.140128 | 72.159359 | 3.145433 | 32.543365 | 24.140004 | 8.933946 | 2.701434 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 62.010563 | 25.080972 | -0.509676 | 62.010563 | -1.025663 | 22.348865 | 1.841884 | 9.957786 | 0.754689 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 79.537751 | 27.663263 | 17.223540 | 79.537751 | 1.440575 | 29.812046 | 11.191482 | 9.548699 | 7.615351 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 58.582836 | 27.354885 | 41.398311 | 58.582836 | 3.660015 | 28.692567 | 6.700235 | 7.768439 | 2.399038 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Shape | 15.176181 | -0.927160 | 15.176181 | -0.332606 | 11.322165 | -0.562986 | 0.901854 | -0.004498 | 3.995768 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 61.797901 | 28.596919 | 23.112301 | 61.797901 | 1.782277 | 29.757257 | 16.724597 | 2.371597 | 2.665906 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 83.799100 | -0.544424 | 35.350579 | -1.306529 | 83.799100 | 4.211558 | 30.347894 | -0.566270 | 3.912281 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 90.629571 | -0.661124 | 38.430760 | -0.797223 | 90.629571 | 2.369413 | 13.232088 | 6.214109 | 16.860969 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 78.727362 | 27.463473 | -0.095784 | 78.727362 | -0.992006 | 24.259848 | 2.418141 | 21.096197 | 5.843353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 62.752988 | 19.925927 | 24.965752 | 1.571899 | 62.752988 | 20.587337 | 29.767245 | 3.346782 | 6.800700 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | ee Temporal Variability | 1.137454 | -0.505768 | -0.505768 | -0.481962 | -0.481962 | 1.137454 | 1.137454 | 0.935221 | 0.935221 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 71.875780 | 1.720295 | 21.317959 | -0.624692 | 71.875780 | 9.483312 | 25.666304 | 10.230965 | 4.749805 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 77.274189 | 0.222493 | 20.885159 | -0.287559 | 77.274189 | 5.053459 | 22.905357 | 11.037635 | 12.180590 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 92.671191 | 25.731901 | 25.306915 | 3.485075 | 92.671191 | 25.150903 | 31.379071 | 6.786662 | 3.895610 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 75.488988 | 18.016735 | 26.976449 | 1.290662 | 75.488988 | 23.258265 | 30.694067 | 2.336031 | 2.287463 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 71.533170 | -0.126503 | 19.291912 | -0.937399 | 71.533170 | 5.376773 | 24.050167 | 0.434054 | 2.613787 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 74.121584 | 1.060062 | 10.556762 | -0.634085 | 74.121584 | 20.469703 | 22.943938 | 8.366366 | 11.528177 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 71 | 4 | RF_maintenance | nn Power | 85.560405 | -0.362478 | 20.166413 | -0.892696 | 85.560405 | 4.921290 | 30.771328 | 0.370321 | 2.380881 |